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Wednesday, July 16, 2025
Techcratic
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  • AI
    Artificial Intelligence

    Building End-to-End Data Pipelines: From Data Ingestion to Analysis

    Artificial Intelligence

    How Rapid7 automates vulnerability risk scores with ML pipelines using Amazon SageMaker AI

    Artificial Intelligence

    Build a conversational data assistant, Part 2 – Embedding generative business intelligence with Amazon Q in QuickSight

    Artificial Intelligence

    Enabling Differentially Private Federated Learning for Speech Recognition: Benchmarks, Adaptive Optimizers, and Gradient Clipping

    Artificial Intelligence

    Overcoming Vocabulary Constraints with Pixel-level Fallback

    Artificial Intelligence

    Uphold ethical standards in fashion using multimodal toxicity detection with Amazon Bedrock Guardrails

    Artificial Intelligence

    10 Surprising Things You Can Do with Python’s datetime Module

    Artificial Intelligence

    New capabilities in Amazon SageMaker AI continue to transform how organizations develop AI models

    Artificial Intelligence

    Unlock retail intelligence by transforming data into actionable insights using generative AI with Amazon Q Business

  • Apple
    Emmys 2025: Apple TV+ lands nominations in all major categories

    Emmys 2025: Apple TV+ lands nominations in all major categories

    AirPods hearing test, Apple Watch Sleep Apnea alert expand availability

    AirPods hearing test, Apple Watch Sleep Apnea alert expand availability

    iPhone screenshots are getting three powerful new features in iOS 26

    iPhone screenshots are getting three powerful new features in iOS 26

    PSA: Google Chrome to soon drop support for macOS Big Sur

    PSA: Google Chrome to soon drop support for macOS Big Sur

    Car Keys are coming to the Wallet app for 13 new vehicle brands soon

    Car Keys are coming to the Wallet app for 13 new vehicle brands soon

    The first 25W Qi 2.2 charger is here–just in time for the iPhone 17

    The first 25W Qi 2.2 charger is here–just in time for the iPhone 17

    July 15, 2025 – Apple leadership, Mac growth

    iOS 26 public beta rumored to launch next week

    iOS 26 public beta rumored to launch next week

    Future Apple Watch or iPhone may gain a camera that’s completely hidden when not in use

    Future Apple Watch or iPhone may gain a camera that’s completely hidden when not in use

  • ComputerWorld
    Cognition agrees to buy what’s left of Windsurf

    Cognition agrees to buy what’s left of Windsurf

    How agentic AI will change IT support roles – Computerworld

    How agentic AI will change IT support roles – Computerworld

    Apple’s done innovating? Be serious – Computerworld

    Apple’s done innovating? Be serious – Computerworld

    For July, a ‘big, broad’ Patch Tuesday release – Computerworld

    For July, a ‘big, broad’ Patch Tuesday release – Computerworld

    AI coding tools can slow down seasoned developers by 19%

    AI coding tools can slow down seasoned developers by 19%

    Will IT turn the AI bot battle into a money maker? (And is that even a good idea?) – Computerworld

    Will IT turn the AI bot battle into a money maker? (And is that even a good idea?) – Computerworld

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

    The fast way to fix a frozen Start menu or taskbar in Windows – Computerworld

    The fast way to fix a frozen Start menu or taskbar in Windows – Computerworld

    Microsoft’s 19-hour Outlook outage exposes fragility in cloud infrastructure – Computerworld

    Microsoft’s 19-hour Outlook outage exposes fragility in cloud infrastructure – Computerworld

  • Gaming
    The Legend of Zelda: Ocarina of Time Walkthrough Part 122

    The Legend of Zelda: Ocarina of Time Walkthrough Part 122

    Walkthrough FR l Zelda Minish Cap l 32 Obtenir le Boomerang Magique

    Walkthrough FR l Zelda Minish Cap l 32 Obtenir le Boomerang Magique

    Majora's Mask Walkthrough Ep1 ClockTown-Gathering Items

    Majora's Mask Walkthrough Ep1 ClockTown-Gathering Items

    The Legend of Zelda Ocarina of Time Walkthrough parte 33 Fire Temple parte 3 Megaton Hammer

    The Legend of Zelda Ocarina of Time Walkthrough parte 33 Fire Temple parte 3 Megaton Hammer

    Avowed update basically reinvents the fighter and ranger classes, while also adding new weapons and better Steam Deck optimization

    Avowed update basically reinvents the fighter and ranger classes, while also adding new weapons and better Steam Deck optimization

    magical world part 10 || lost land 8

    magical world part 10 || lost land 8

    The Legend of Zelda: LINK'S AWAKENING Intro Nintendo Switch Gameplay Walkthrough

    The Legend of Zelda: LINK'S AWAKENING Intro Nintendo Switch Gameplay Walkthrough

    Bungie says it’s ‘actively re-recording’ some voice lines for Destiny 2: The Edge of Fate after fans notice one of the game’s best-known heroes suddenly sounds like one of its most notorious villains

    Bungie says it’s ‘actively re-recording’ some voice lines for Destiny 2: The Edge of Fate after fans notice one of the game’s best-known heroes suddenly sounds like one of its most notorious villains

    Recital At Warbler's Nest Breath of the wild Find Kheel Quest

    Recital At Warbler's Nest Breath of the wild Find Kheel Quest

  • Retro Rewind
    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 57 April 1994

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

  • Tech Art
    My 2024 Cozy Digital Art Desk Setup | iPad Accessories, Filming Gear & Digital Art Supplies

    My 2024 Cozy Digital Art Desk Setup | iPad Accessories, Filming Gear & Digital Art Supplies

    Sun Sajna Kal Aaya Sapna Song Animation Editing | Flipaclip Digital Animation Editing

    Sun Sajna Kal Aaya Sapna Song Animation Editing | Flipaclip Digital Animation Editing

    Sembang  Seni # 2 – Seni Visual dan Augmented Reality : Peranginan Sri Perigi

    Sembang Seni # 2 – Seni Visual dan Augmented Reality : Peranginan Sri Perigi

    Dasha Taran – Vector Art Tutorial – Medibang Paint Android (Part 1 : Lineart)

    Dasha Taran – Vector Art Tutorial – Medibang Paint Android (Part 1 : Lineart)

    Create a VintageTag with Ephemera and Napkins! Mixed media Full #howto video step by step Shabby

    Create a VintageTag with Ephemera and Napkins! Mixed media Full #howto video step by step Shabby

    Virtual Reality is Not What You Think

    Virtual Reality is Not What You Think

    MAJU TALK EPISODE # 2   I  Media and Art Industry Role in Pakistan

    MAJU TALK EPISODE # 2 I Media and Art Industry Role in Pakistan

    Draw A Lotus Flower in Ms Paint | Kamal Kaa Phool Ms Paint Me Kaise Bnaye

    Draw A Lotus Flower in Ms Paint | Kamal Kaa Phool Ms Paint Me Kaise Bnaye

    INSIDE Mirror Mirror: ArtScience Museum's NEW interactive exhibition

    INSIDE Mirror Mirror: ArtScience Museum's NEW interactive exhibition

  • Tech Deals
    Micro Center 64GB Class 10 Micro SDXC Flash Memory Card 20 Pack with Adapter for Mobile…

    Micro Center 64GB Class 10 Micro SDXC Flash Memory Card 20 Pack with Adapter for Mobile…

    Two Memory Cards Micro SD Cards 128GB with SD Adapter, High Speed Class 10, Microsd, TF…

    Two Memory Cards Micro SD Cards 128GB with SD Adapter, High Speed Class 10, Microsd, TF…

    Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s – CT1000P3PSSD8

    Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s – CT1000P3PSSD8

    Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel…

    Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel…

    LEGO Star Wars: The Force Awakens – Xbox 360 Standard Edition

    LEGO Star Wars: The Force Awakens – Xbox 360 Standard Edition

    Western Digital 10TB WD Purple Surveillance Internal Hard Drive HDD – SATA 6 Gb/s, 256…

    Western Digital 10TB WD Purple Surveillance Internal Hard Drive HDD – SATA 6 Gb/s, 256…

    NexStar 6G, 2.5” SATA III to USB 3.2 Gen1 External SSD/HDD Enclosure, ID: Black

    NexStar 6G, 2.5” SATA III to USB 3.2 Gen1 External SSD/HDD Enclosure, ID: Black

    Toshiba Canvio Basics 4TB Portable External Hard Drive USB 3.0, Black – HDTB540XK3CA

    Toshiba Canvio Basics 4TB Portable External Hard Drive USB 3.0, Black – HDTB540XK3CA

    Vansuny 64GB Type C Flash Drive 2 in 1 OTG USB 3.0 + USB C Memory Stick with Keychain…

    Vansuny 64GB Type C Flash Drive 2 in 1 OTG USB 3.0 + USB C Memory Stick with Keychain…

  • Techs Got To Eat
    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

  • Tesla
    2025 Upgraded Sunshade Top Window for Tesla Cybertruck Foldable No Gaps Nano Ice Crystal…

    2025 Upgraded Sunshade Top Window for Tesla Cybertruck Foldable No Gaps Nano Ice Crystal…

    Center Console Silicone Mat for 2024 Tesla Cybertruck Interior Accessories – TPE…

    Center Console Silicone Mat for 2024 Tesla Cybertruck Interior Accessories – TPE…

    Tesla’s retro-futuristic diner and Supercharger is here and it looks sick

    Tesla’s retro-futuristic diner and Supercharger is here and it looks sick

    Auto Sunroof Drain Cleaning Tool, 78 Inch Long Pipe Cleaning Brush Windshield Wiper…

    Auto Sunroof Drain Cleaning Tool, 78 Inch Long Pipe Cleaning Brush Windshield Wiper…

    PENSUN Rear Under Seat Storage Box Fit for Tesla Cybertruck 2024, Hidden Second Row…

    PENSUN Rear Under Seat Storage Box Fit for Tesla Cybertruck 2024, Hidden Second Row…

    Tesla’s long-time head of sales in North America is out

    RYANSTAR RACING Black Car Door Handles Compatible with Tesla Cybertruck 2023 2024 2025 4…

    RYANSTAR RACING Black Car Door Handles Compatible with Tesla Cybertruck 2023 2024 2025 4…

    Tesla finally launches in India, but at a price that doesn’t make sense

    Tesla finally launches in India, but at a price that doesn’t make sense

    Cyber Hooks Heavy Duty Steel L Track Cleat Hooks – 4PCS Set, OEM Style Compatible with…

    Cyber Hooks Heavy Duty Steel L Track Cleat Hooks – 4PCS Set, OEM Style Compatible with…

  • UFO
    New Series | UFOs: Investigating the Unknown | National Geographic MENA #shorts

    New Series | UFOs: Investigating the Unknown | National Geographic MENA #shorts

    Roswell Conspiracies: Aliens, Myths & Legends (Renewed)

    Roswell Conspiracies: Aliens, Myths & Legends (Renewed)

    New Alien Race Uncovered in Mysterious Tablets  (Season 1) | Ancient Aliens: Origins

    New Alien Race Uncovered in Mysterious Tablets (Season 1) | Ancient Aliens: Origins

    New York Eye & Ear Control

    New York Eye & Ear Control

    Drones with Camera for Adults 6K Foldable Headless Drone with Obstacle Avoidance Function Optical Flow Positioning Gesture Photography with Storage Bag 2 Battery

    Drones with Camera for Adults 6K Foldable Headless Drone with Obstacle Avoidance Function Optical Flow Positioning Gesture Photography with Storage Bag 2 Battery

    Women’S Sarong Coverups Beach Bathing Suit Wrap Skirt Sheer Bikini Wraps Chiffon Cover Ups For Swimwear

    Women’S Sarong Coverups Beach Bathing Suit Wrap Skirt Sheer Bikini Wraps Chiffon Cover Ups For Swimwear

    JWST's Mind Blowing Exoplanet Discovery!  #space #spaceexploration #exoplanets #nasa #fyp #shorts

    JWST's Mind Blowing Exoplanet Discovery! #space #spaceexploration #exoplanets #nasa #fyp #shorts

    Space Theme Birthday Candle, Shiny Astronaut Number Candle Spaceship Outer Space Cake Topper Perfect Universe Rocket Spacecraft Cake Decorations and Party Favors(Number 1)

    Space Theme Birthday Candle, Shiny Astronaut Number Candle Spaceship Outer Space Cake Topper Perfect Universe Rocket Spacecraft Cake Decorations and Party Favors(Number 1)

    The Dark Truth About 23andMe

    The Dark Truth About 23andMe

  • AI
    Artificial Intelligence

    Building End-to-End Data Pipelines: From Data Ingestion to Analysis

    Artificial Intelligence

    How Rapid7 automates vulnerability risk scores with ML pipelines using Amazon SageMaker AI

    Artificial Intelligence

    Build a conversational data assistant, Part 2 – Embedding generative business intelligence with Amazon Q in QuickSight

    Artificial Intelligence

    Enabling Differentially Private Federated Learning for Speech Recognition: Benchmarks, Adaptive Optimizers, and Gradient Clipping

    Artificial Intelligence

    Overcoming Vocabulary Constraints with Pixel-level Fallback

    Artificial Intelligence

    Uphold ethical standards in fashion using multimodal toxicity detection with Amazon Bedrock Guardrails

    Artificial Intelligence

    10 Surprising Things You Can Do with Python’s datetime Module

    Artificial Intelligence

    New capabilities in Amazon SageMaker AI continue to transform how organizations develop AI models

    Artificial Intelligence

    Unlock retail intelligence by transforming data into actionable insights using generative AI with Amazon Q Business

  • Apple
    Emmys 2025: Apple TV+ lands nominations in all major categories

    Emmys 2025: Apple TV+ lands nominations in all major categories

    AirPods hearing test, Apple Watch Sleep Apnea alert expand availability

    AirPods hearing test, Apple Watch Sleep Apnea alert expand availability

    iPhone screenshots are getting three powerful new features in iOS 26

    iPhone screenshots are getting three powerful new features in iOS 26

    PSA: Google Chrome to soon drop support for macOS Big Sur

    PSA: Google Chrome to soon drop support for macOS Big Sur

    Car Keys are coming to the Wallet app for 13 new vehicle brands soon

    Car Keys are coming to the Wallet app for 13 new vehicle brands soon

    The first 25W Qi 2.2 charger is here–just in time for the iPhone 17

    The first 25W Qi 2.2 charger is here–just in time for the iPhone 17

    July 15, 2025 – Apple leadership, Mac growth

    iOS 26 public beta rumored to launch next week

    iOS 26 public beta rumored to launch next week

    Future Apple Watch or iPhone may gain a camera that’s completely hidden when not in use

    Future Apple Watch or iPhone may gain a camera that’s completely hidden when not in use

  • ComputerWorld
    Cognition agrees to buy what’s left of Windsurf

    Cognition agrees to buy what’s left of Windsurf

    How agentic AI will change IT support roles – Computerworld

    How agentic AI will change IT support roles – Computerworld

    Apple’s done innovating? Be serious – Computerworld

    Apple’s done innovating? Be serious – Computerworld

    For July, a ‘big, broad’ Patch Tuesday release – Computerworld

    For July, a ‘big, broad’ Patch Tuesday release – Computerworld

    AI coding tools can slow down seasoned developers by 19%

    AI coding tools can slow down seasoned developers by 19%

    Will IT turn the AI bot battle into a money maker? (And is that even a good idea?) – Computerworld

    Will IT turn the AI bot battle into a money maker? (And is that even a good idea?) – Computerworld

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

    The fast way to fix a frozen Start menu or taskbar in Windows – Computerworld

    The fast way to fix a frozen Start menu or taskbar in Windows – Computerworld

    Microsoft’s 19-hour Outlook outage exposes fragility in cloud infrastructure – Computerworld

    Microsoft’s 19-hour Outlook outage exposes fragility in cloud infrastructure – Computerworld

  • Gaming
    The Legend of Zelda: Ocarina of Time Walkthrough Part 122

    The Legend of Zelda: Ocarina of Time Walkthrough Part 122

    Walkthrough FR l Zelda Minish Cap l 32 Obtenir le Boomerang Magique

    Walkthrough FR l Zelda Minish Cap l 32 Obtenir le Boomerang Magique

    Majora's Mask Walkthrough Ep1 ClockTown-Gathering Items

    Majora's Mask Walkthrough Ep1 ClockTown-Gathering Items

    The Legend of Zelda Ocarina of Time Walkthrough parte 33 Fire Temple parte 3 Megaton Hammer

    The Legend of Zelda Ocarina of Time Walkthrough parte 33 Fire Temple parte 3 Megaton Hammer

    Avowed update basically reinvents the fighter and ranger classes, while also adding new weapons and better Steam Deck optimization

    Avowed update basically reinvents the fighter and ranger classes, while also adding new weapons and better Steam Deck optimization

    magical world part 10 || lost land 8

    magical world part 10 || lost land 8

    The Legend of Zelda: LINK'S AWAKENING Intro Nintendo Switch Gameplay Walkthrough

    The Legend of Zelda: LINK'S AWAKENING Intro Nintendo Switch Gameplay Walkthrough

    Bungie says it’s ‘actively re-recording’ some voice lines for Destiny 2: The Edge of Fate after fans notice one of the game’s best-known heroes suddenly sounds like one of its most notorious villains

    Bungie says it’s ‘actively re-recording’ some voice lines for Destiny 2: The Edge of Fate after fans notice one of the game’s best-known heroes suddenly sounds like one of its most notorious villains

    Recital At Warbler's Nest Breath of the wild Find Kheel Quest

    Recital At Warbler's Nest Breath of the wild Find Kheel Quest

  • Retro Rewind
    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 57 April 1994

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

  • Tech Art
    My 2024 Cozy Digital Art Desk Setup | iPad Accessories, Filming Gear & Digital Art Supplies

    My 2024 Cozy Digital Art Desk Setup | iPad Accessories, Filming Gear & Digital Art Supplies

    Sun Sajna Kal Aaya Sapna Song Animation Editing | Flipaclip Digital Animation Editing

    Sun Sajna Kal Aaya Sapna Song Animation Editing | Flipaclip Digital Animation Editing

    Sembang  Seni # 2 – Seni Visual dan Augmented Reality : Peranginan Sri Perigi

    Sembang Seni # 2 – Seni Visual dan Augmented Reality : Peranginan Sri Perigi

    Dasha Taran – Vector Art Tutorial – Medibang Paint Android (Part 1 : Lineart)

    Dasha Taran – Vector Art Tutorial – Medibang Paint Android (Part 1 : Lineart)

    Create a VintageTag with Ephemera and Napkins! Mixed media Full #howto video step by step Shabby

    Create a VintageTag with Ephemera and Napkins! Mixed media Full #howto video step by step Shabby

    Virtual Reality is Not What You Think

    Virtual Reality is Not What You Think

    MAJU TALK EPISODE # 2   I  Media and Art Industry Role in Pakistan

    MAJU TALK EPISODE # 2 I Media and Art Industry Role in Pakistan

    Draw A Lotus Flower in Ms Paint | Kamal Kaa Phool Ms Paint Me Kaise Bnaye

    Draw A Lotus Flower in Ms Paint | Kamal Kaa Phool Ms Paint Me Kaise Bnaye

    INSIDE Mirror Mirror: ArtScience Museum's NEW interactive exhibition

    INSIDE Mirror Mirror: ArtScience Museum's NEW interactive exhibition

  • Tech Deals
    Micro Center 64GB Class 10 Micro SDXC Flash Memory Card 20 Pack with Adapter for Mobile…

    Micro Center 64GB Class 10 Micro SDXC Flash Memory Card 20 Pack with Adapter for Mobile…

    Two Memory Cards Micro SD Cards 128GB with SD Adapter, High Speed Class 10, Microsd, TF…

    Two Memory Cards Micro SD Cards 128GB with SD Adapter, High Speed Class 10, Microsd, TF…

    Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s – CT1000P3PSSD8

    Crucial P3 Plus 1TB PCIe Gen4 3D NAND NVMe M.2 SSD, up to 5000MB/s – CT1000P3PSSD8

    Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel…

    Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel…

    LEGO Star Wars: The Force Awakens – Xbox 360 Standard Edition

    LEGO Star Wars: The Force Awakens – Xbox 360 Standard Edition

    Western Digital 10TB WD Purple Surveillance Internal Hard Drive HDD – SATA 6 Gb/s, 256…

    Western Digital 10TB WD Purple Surveillance Internal Hard Drive HDD – SATA 6 Gb/s, 256…

    NexStar 6G, 2.5” SATA III to USB 3.2 Gen1 External SSD/HDD Enclosure, ID: Black

    NexStar 6G, 2.5” SATA III to USB 3.2 Gen1 External SSD/HDD Enclosure, ID: Black

    Toshiba Canvio Basics 4TB Portable External Hard Drive USB 3.0, Black – HDTB540XK3CA

    Toshiba Canvio Basics 4TB Portable External Hard Drive USB 3.0, Black – HDTB540XK3CA

    Vansuny 64GB Type C Flash Drive 2 in 1 OTG USB 3.0 + USB C Memory Stick with Keychain…

    Vansuny 64GB Type C Flash Drive 2 in 1 OTG USB 3.0 + USB C Memory Stick with Keychain…

  • Techs Got To Eat
    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

  • Tesla
    2025 Upgraded Sunshade Top Window for Tesla Cybertruck Foldable No Gaps Nano Ice Crystal…

    2025 Upgraded Sunshade Top Window for Tesla Cybertruck Foldable No Gaps Nano Ice Crystal…

    Center Console Silicone Mat for 2024 Tesla Cybertruck Interior Accessories – TPE…

    Center Console Silicone Mat for 2024 Tesla Cybertruck Interior Accessories – TPE…

    Tesla’s retro-futuristic diner and Supercharger is here and it looks sick

    Tesla’s retro-futuristic diner and Supercharger is here and it looks sick

    Auto Sunroof Drain Cleaning Tool, 78 Inch Long Pipe Cleaning Brush Windshield Wiper…

    Auto Sunroof Drain Cleaning Tool, 78 Inch Long Pipe Cleaning Brush Windshield Wiper…

    PENSUN Rear Under Seat Storage Box Fit for Tesla Cybertruck 2024, Hidden Second Row…

    PENSUN Rear Under Seat Storage Box Fit for Tesla Cybertruck 2024, Hidden Second Row…

    Tesla’s long-time head of sales in North America is out

    RYANSTAR RACING Black Car Door Handles Compatible with Tesla Cybertruck 2023 2024 2025 4…

    RYANSTAR RACING Black Car Door Handles Compatible with Tesla Cybertruck 2023 2024 2025 4…

    Tesla finally launches in India, but at a price that doesn’t make sense

    Tesla finally launches in India, but at a price that doesn’t make sense

    Cyber Hooks Heavy Duty Steel L Track Cleat Hooks – 4PCS Set, OEM Style Compatible with…

    Cyber Hooks Heavy Duty Steel L Track Cleat Hooks – 4PCS Set, OEM Style Compatible with…

  • UFO
    New Series | UFOs: Investigating the Unknown | National Geographic MENA #shorts

    New Series | UFOs: Investigating the Unknown | National Geographic MENA #shorts

    Roswell Conspiracies: Aliens, Myths & Legends (Renewed)

    Roswell Conspiracies: Aliens, Myths & Legends (Renewed)

    New Alien Race Uncovered in Mysterious Tablets  (Season 1) | Ancient Aliens: Origins

    New Alien Race Uncovered in Mysterious Tablets (Season 1) | Ancient Aliens: Origins

    New York Eye & Ear Control

    New York Eye & Ear Control

    Drones with Camera for Adults 6K Foldable Headless Drone with Obstacle Avoidance Function Optical Flow Positioning Gesture Photography with Storage Bag 2 Battery

    Drones with Camera for Adults 6K Foldable Headless Drone with Obstacle Avoidance Function Optical Flow Positioning Gesture Photography with Storage Bag 2 Battery

    Women’S Sarong Coverups Beach Bathing Suit Wrap Skirt Sheer Bikini Wraps Chiffon Cover Ups For Swimwear

    Women’S Sarong Coverups Beach Bathing Suit Wrap Skirt Sheer Bikini Wraps Chiffon Cover Ups For Swimwear

    JWST's Mind Blowing Exoplanet Discovery!  #space #spaceexploration #exoplanets #nasa #fyp #shorts

    JWST's Mind Blowing Exoplanet Discovery! #space #spaceexploration #exoplanets #nasa #fyp #shorts

    Space Theme Birthday Candle, Shiny Astronaut Number Candle Spaceship Outer Space Cake Topper Perfect Universe Rocket Spacecraft Cake Decorations and Party Favors(Number 1)

    Space Theme Birthday Candle, Shiny Astronaut Number Candle Spaceship Outer Space Cake Topper Perfect Universe Rocket Spacecraft Cake Decorations and Party Favors(Number 1)

    The Dark Truth About 23andMe

    The Dark Truth About 23andMe

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Home AI

Scale generative AI use cases, Part 1: Multi-tenant hub and spoke architecture using AWS Transit Gateway

AI by AI
July 9, 2025
in AI
Reading Time: 15 mins read
121
A A
0

Nikhil Penmetsa
2025-07-09 12:29:00
aws.amazon.com

Generative AI continues to reshape how businesses approach innovation and problem-solving. Customers are moving from experimentation to scaling generative AI use cases across their organizations, with more businesses fully integrating these technologies into their core processes. This evolution spans across lines of business (LOBs), teams, and software as a service (SaaS) providers. Although many AWS customers typically started with a single AWS account for running generative AI proof of concept use cases, the growing adoption and transition to production environments have introduced new challenges.

These challenges include effectively managing and scaling implementations, as well as abstracting and reusing common concerns such as multi-tenancy, isolation, authentication, authorization, secure networking, rate limiting, and caching. To address these challenges effectively, a multi-account architecture proves beneficial, particularly for SaaS providers serving multiple enterprise customers, large enterprises with distinct divisions, and organizations with strict compliance requirements. This multi-account approach helps maintain a well-architected system by providing better organization, security, and scalability for your AWS environment. It also enables you to more efficiently manage these common concerns across your expanding generative AI implementations.

In this two-part series, we discuss a hub and spoke architecture pattern for building a multi-tenant and multi-account architecture. This pattern supports abstractions for shared services across use cases and teams, helping create secure, scalable, and reliable generative AI systems. In Part 1, we present a centralized hub for generative AI service abstractions and tenant-specific spokes, using AWS Transit Gateway for cross-account interoperability. The hub account serves as the entry point for end-user requests, centralizing shared functions such as authentication, authorization, model access, and routing decisions. This approach alleviates the need to implement these functions separately in each spoke account. Where applicable, we use virtual private cloud (VPC) endpoints for accessing AWS services.

In Part 2, we discuss a variation of this architecture using AWS PrivateLink to securely share the centralized endpoint in the hub account to teams within your organization or with external partners.

The focus in both posts is on centralizing authentication, authorization, model access, and multi-account secure networking for onboarding and scaling generative AI use cases with Amazon Bedrock. We don’t discuss other system capabilities such as prompt catalog, prompt caching, versioning, model registry, and cost. However, those could be extensions of this architecture.

Solution overview

Our solution implements a hub and spoke pattern that provides a secure, scalable system for managing generative AI implementations across multiple accounts. At its core, the architecture consists of a centralized hub account that serves as the entry point for requests, complemented by spoke accounts that contain tenant-specific resources. The following diagram illustrates this architecture.

Architecture Diagram

The hub account serves as the centralized account that provides common services across tenants and serves as the entry point for end-user requests. It centralizes shared functions such as authentication, authorization, and routing decisions, alleviating the need to implement these functions separately for each tenant. The hub account is operated and maintained by a core engineering team.

The hub infrastructure includes public and private VPCs, an internet-facing Application Load Balancer (ALB), Amazon Cognito for authentication, and necessary VPC endpoints for AWS services.

The spoke accounts contain tenant-specific resources, such as AWS Identity and Access Management (IAM) role permissions and Amazon Bedrock resources. Spoke accounts can be managed by either the core engineering team or the tenant, depending on organizational needs.

Each spoke account maintains its own private VPC, VPC interface endpoints for Amazon Bedrock, specific IAM roles and permissions, and account-level controls. These components are connected through Transit Gateway, which provides secure cross-account networking and manages traffic flow between hub and spoke VPCs. The flow of requests through the system as shown in the preceding architecture includes the following steps:

  1. A user (representing Tenant 1, 2, or N) accesses the client application.
  2. The client application in the hub account’s public subnet authenticates the user and receives an ID/JWT token. In our example, we use an Amazon Cognito user pool as the identity provider (IdP).
  3. The client application uses custom attributes in the JWT token to determine the corresponding route in the ALB. The ALB, based on the context path, routes the request to the tenant’s AWS Lambda function target group.
  4. The tenant-specific Lambda function in the hub account’s private subnet is invoked.
  5. The function assumes a cross-account role in the tenant’s account. The function invokes Amazon Bedrock in the spoke account by referring to the regional DNS name of the Amazon Bedrock VPCE. The model is invoked and the result is sent back to the user.

This architecture makes sure that requests flow through a central entry point while maintaining tenant isolation. By invoking Amazon Bedrock in the spoke account, each request inherits that account’s limits, access control, cost assignments, service control policies (SCPs), and other account-level controls.

The sample code for this solution is separated into two sections. The first section shows the solution for a single hub and spoke account. The second section extends the solution by deploying another spoke account. Detailed instructions for each step are provided in the repository README. In the following sections, we provide an outline of the deployment steps.

Prerequisites

We assume you are familiar with the fundamentals of AWS networking, including Amazon Virtual Private Cloud (Amazon VPC) and VPC constructs like route tables and VPC interconnectivity options. We assume you are also familiar with multi-tenant architectures and their core principles of serving multiple tenants from a shared infrastructure while maintaining isolation.

To implement the solution, you must have the following prerequisites:

  • Hub and spoke accounts (required):
    • Two AWS accounts: one hub account and one spoke account
    • Access to the amazon.titan-text-lite-v1 model in the spoke account
  • Additional spoke account (optional):
    • A third AWS account (spoke account for a second tenant)
    • Access to the anthropic.claude-3-haiku-20240307-v1:0 model in the second spoke account

Design considerations

The implementation of this architecture involves several important design choices that affect how the solution operates, scales, and can be maintained. In this section, we explore these considerations across different components, explaining the rationale behind each choice and potential alternatives where applicable.

Lambda functions

In our design, we have the ALB target group as Lambda functions running the hub account instead of the spoke account. This allows for centralized management of business logic and centralized logging and monitoring. As the architecture evolves to include shared functionality such as prompt caching, semantic routing, or using large language model (LLM) proxies (middleware services that provide unified access to multiple models while handling, rate limiting, and request routing, as discussed in Part 2), implementing these features in the hub account provides consistency across tenants. We chose Lambda functions to implement the token validation and routing logic, but you can use other compute options such as Amazon Elastic Container Service (Amazon ECS) or Amazon Elastic Kubernetes Service (Amazon EKS) depending on your organizations’ preferences.

We use 1-to-1 mapping for Lambda functions to each tenant. Even though the current logic in each function is similar, having a dedicated function for each tenant can minimize noisy neighbor issues and tenant tier-specific configurations such as memory and concurrency.

VPC endpoints

In this solution, we use dedicated Amazon Bedrock runtime VPC endpoints in the spoke accounts. Dedicated VPC endpoints for each spoke account are suited for organizations where operators of the spoke account manage the tenant features, such as allowing access to models, setting up knowledge bases, and guardrails. Depending on your organization’s policies, a different variation of this architecture can be achieved by using a centralized Amazon Bedrock runtime VPC in the hub account (as shown in Part 2). Centralized VPC endpoints are suited for organizations where a central engineering team manages the features for the tenants.

Other factors such as costs, access control, and endpoint quotas need to be considered when choosing a centralized or dedicated approach for the location of the Amazon Bedrock VPC endpoints. VPC endpoint policies with the centralized approach might run into the 20,480-character limit as the number of tenants grows. There are hourly fees for VPC endpoints and transit gateway attachments provisioned regardless of usage. If VPC endpoints are provisioned in spoke accounts, each tenant will incur additional hourly fees.

Client application

For demonstration purposes, the client application in this solution is deployed in the public subnet in the hub VPC. The application can be deployed in an account outside of the either the hub or spoke VPCs, or deployed at the edge as a single-page application using Amazon CloudFront and Amazon Simple Storage Service (Amazon S3).

Tenancy

Enterprises use various tenancy models when scaling generative AI, each with distinct advantages and disadvantages. Our solution implements a silo model, assigning each tenant to a dedicated spoke account. For smaller organizations with fewer tenants and less stringent isolation requirements, an alternative approach using a pooled model (multiple tenants per spoke account) might be more appropriate unless they plan to scale significantly in the future or have specific compliance requirements. For more information on multi-tenancy design, see Let’s Architect! Designing architectures for multi-tenancy. Cell-based architectures for multi-tenant applications can provide benefits such as fault isolation and scaling. See Reducing the Scope of Impact with Cell-Based Architecture for more information.

Frontend gateway

In this solution, we chose ALB as the entry point for requests. ALB offers several advantages for our generative AI use case:

  • Long-running connections – ALB supports connections up to 4,000 seconds, which is beneficial for LLM responses that might take longer than 30 seconds to complete
  • Scalability – ALB can handle a high volume of concurrent connections, making it suitable for enterprise-scale deployments
  • Integration with AWS WAF – ALB seamlessly integrates with AWS WAF, providing enhanced security and protection against common web exploits

Amazon API Gateway is an alternative option when API versioning, usage plans, or granular API management capabilities are required, and when expected message sizes and response times align with its quotas. AWS AppSync is another option suitable when exposing the LLMs through a GraphQL interface.

Choose the gateway that best serves your customers. ALB handles high-volume, long-running connections efficiently. API Gateway provides comprehensive REST API management. AWS AppSync delivers real-time GraphQL capabilities. Evaluate each based on your application’s response time requirements, API needs, scale demands, and specific use case.

Although this post demonstrates connectivity using HTTP for simplicity, this is not recommended for production use. Production deployments should always implement HTTPS with proper SSL/TLS certificates to maintain secure communication.

IP addressing

The AWS CloudFormation template to deploy solution resources uses example CIDRs. When deploying this architecture in a second spoke account, use unique IP addresses that don’t overlap with your existing environments. Transit Gateway operates at Layer 3 and requires distinct IP spaces to route traffic between VPCs.

Deploy a hub and spoke account

In this section, we set up the local AWS Command Line Interface (AWS CLI) environment to deploy this solution in two AWS accounts. Detailed instructions are provided in the repository README.

  1. Deploy a CloudFormation stack in the hub account, and another stack in the spoke account.
  2. Configure connectivity between the hub and spoke VPCs using Transit Gateway attachments.
  3. Create an Amazon Cognito user with tenant1 as the value for a custom user attribute, tenant_id.
  4. Create an item in an Amazon DynamoDB table that maps the tenant ID to model access and routing information specific to a tenant, tenant1 in our case.

The following screenshots show the custom attribute value tenant1 for the user, and the item in the DynamoDB table that maps spoke account details for tenant1.

Tenant user attributes

Tenant mappings

Validate connectivity

In this section, we validate connectivity from a test application in the hub account to the Amazon Bedrock model in the spoke account. We do so by sending a curl request from an EC2 instance (representing our client application) to the ALB. Both the EC2 instance and the ALB are located in the public subnet of the hub account. The request and response are then routed through Transit Gateway attachments between the hub and spoke VPCs. The following screenshot shows the execution of a utility script on your local workstation that authenticates a user and exports the necessary variables. These variables will be used to construct the curl request on the EC2 instance.

Tenant user attributes

The following screenshot shows the curl request being executed from the EC2 instance to the ALB. The response confirms that the request was successfully processed and served by the amazon.titan-text-lite-v1 model, which is the model mapped to this user (tenant1). The model is hosted in the spoke account.

Tenant1 validation

Deploy a second spoke account

In this section, we extend the deployment to include a second spoke account for an additional tenant. We validate the multi-tenant connectivity by sending another curl request from the same EC2 instance to the ALB in the hub account. Detailed instructions are provided in the repository README.

The following screenshot shows the response to this request, demonstrating that the system correctly identifies and routes requests based on tenant information. In this case, the user’s tenant_id attribute value is tenant2, and the request is successfully routed to the anthropic.claude-3-haiku-20240307-v1:0 model, which is mapped to tenant2 in the second spoke account.

Tenant2 validation

Clean up

To clean up your resources, complete the following steps:

  1. If you created the optional resources for a second spoke account, delete them:
    1. Change the directory to genai-secure-patterns/hub-spoke-transit-gateway/scripts/optional
    2. Run the cleanup script ./cleanupOptionalStack.sh.
  2. Clean up the main stack:
    1. Change the directory to genai-secure-patterns/hub-spoke-transit-gateway/scripts/
    2. Run the cleanup script ./cleanup.sh.

Conclusion

As organizations increasingly adopt and scale generative AI use cases across different teams and LOBs, there is a growing need for secure, scalable, and reliable multi-tenant architectures. This two-part series addresses this need by providing guidance on implementing a hub and spoke architecture pattern. By adopting such well-architected practices from the outset, you can build scalable and robust solutions that unlock the full potential of generative AI across your organization.

In this post, we covered how to set up a centralized hub account hosting shared services like authentication, authorization, and networking using Transit Gateway. We also demonstrated how to configure spoke accounts to host tenant-specific resources like Amazon Bedrock. Try out the provided code samples to see this architecture in action.

Part 2 will explore an alternative implementation using PrivateLink to interconnect the VPCs in the hub and spoke accounts.


About the Authors

Nikhil Penmetsa is a Senior Solutions Architect at AWS. He helps organizations understand best practices around advanced cloud-based solutions. He is passionate about diving deep with customers to create solutions that are cost-effective, secure, and performant. Away from the office, you can often find him putting in miles on his road bike or hitting the open road on his motorbike.

Ram Vittal is a Principal ML Solutions Architect at AWS. He has over 3 decades of experience architecting and building distributed, hybrid, and cloud applications. He is passionate about building secure and scalable AI/ML and big data solutions to help enterprise customers with their cloud adoption and optimization journey to improve their business outcomes. In his spare time, he rides his motorcycle and walks with his 3-year-old Sheepadoodle!

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